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CXCL10 作为类风湿关节炎和炎症性肠病的共同特异性标志物,以及类风湿关节炎肠道菌群机制中涉及的线索。

CXCL10 as a shared specific marker in rheumatoid arthritis and inflammatory bowel disease and a clue involved in the mechanism of intestinal flora in rheumatoid arthritis.

机构信息

Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, Jiangsu, China.

Department of Rheumatism Immunity Branch, Affiliated Hospital of Nanjing University of Chinese Medicine, No. 155 Hanzhong Road, Qinhuai, Nanjing, 210029, Jiangsu, China.

出版信息

Sci Rep. 2023 Jun 16;13(1):9754. doi: 10.1038/s41598-023-36833-7.

Abstract

This study aimed to identify shared specific genes associated with rheumatoid arthritis (RA) and inflammatory bowel disease (IBD) through bioinformatic analysis and to examine the role of the gut microbiome in RA. The data were extracted from the 3 RA and 1 IBD gene expression datasets and 1 RA gut microbiome metagenomic dataset. Weighted correlation network analysis (WGCNA) and machine learnings was performed to identify candidate genes associated with RA and IBD. Differential analysis and two different machine learning algorithms were used to investigate RA's gut microbiome characteristics. Subsequently, the shared specific genes related to the gut microbiome in RA were identified, and an interaction network was constructed utilizing the gutMGene, STITCH, and STRING databases. We identified 15 candidates shared genes through a joint analysis of the WGCNA for RA and IBD. The candidate gene CXCL10 was identified as the shared hub gene by the interaction network analysis of the corresponding WGCNA module gene to each disease, and CXCL10 was further identified as the shared specific gene by two machine learning algorithms. Additionally, we identified 3 RA-associated characteristic intestinal flora (Prevotella, Ruminococcus, and Ruminococcus bromii) and built a network of interactions between the microbiomes, genes, and pathways. Finally, it was discovered that the gene CXCL10 shared between IBD and RA was associated with the three gut microbiomes mentioned above. This study demonstrates the relationship between RA and IBD and provides a reference for research into the role of the gut microbiome in RA.

摘要

本研究旨在通过生物信息学分析鉴定与类风湿关节炎(RA)和炎症性肠病(IBD)相关的共享特定基因,并研究肠道微生物组在 RA 中的作用。数据从 3 个 RA 和 1 个 IBD 基因表达数据集和 1 个 RA 肠道微生物组宏基因组数据集提取。采用加权相关网络分析(WGCNA)和机器学习方法鉴定与 RA 和 IBD 相关的候选基因。采用差异分析和两种不同的机器学习算法研究 RA 肠道微生物组的特征。随后,鉴定与 RA 肠道微生物组相关的共享特定基因,并利用 gutMGene、STITCH 和 STRING 数据库构建相互作用网络。通过对 RA 和 IBD 的 WGCNA 联合分析,我们鉴定了 15 个候选共享基因。候选基因 CXCL10 通过对应于每种疾病的 WGCNA 模块基因的相互作用网络分析被鉴定为共享枢纽基因,并且通过两种机器学习算法进一步鉴定为共享特定基因。此外,我们鉴定了 3 个与 RA 相关的特征肠道菌群(普雷沃氏菌、瘤胃球菌和 Ruminococcus bromii),并构建了微生物组、基因和途径之间相互作用的网络。最后,发现 RA 和 IBD 之间共享的基因 CXCL10 与上述三个肠道微生物组有关。本研究证明了 RA 和 IBD 之间的关系,并为研究肠道微生物组在 RA 中的作用提供了参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b528/10276029/62d3b2e323cb/41598_2023_36833_Fig1_HTML.jpg

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